Profiling Report

Dataset statistics

Number of variables	32
Number of observations	2000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	500.1 KiB
Average record size in memory	256.1 B

Variable types

Numeric	14
Categorical	17
Boolean	1

Alerts

`foreign_worker` is highly imbalanced (76.7%)	Imbalance
`other_parties` is highly imbalanced (66.6%)	Imbalance
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`feat01` has unique values	Unique
`feat02` has unique values	Unique
`feat03` has unique values	Unique
`feat04` has unique values	Unique
`feat05` has unique values	Unique
`feat06` has unique values	Unique
`feat07` has unique values	Unique
`feat08` has unique values	Unique
`feat09` has unique values	Unique
`feat10` has unique values	Unique

Reproduction

Analysis started	2024-01-16 21:56:37.171010
Analysis finished	2024-01-16 21:56:47.800816
Duration	10.63 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1000.5

Minimum	1
Maximum	2000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1
5-th percentile	100.95
Q1	500.75
median	1000.5
Q3	1500.25
95-th percentile	1900.05
Maximum	2000
Range	1999
Interquartile range (IQR)	999.5

Descriptive statistics

Standard deviation	577.49459
Coefficient of variation (CV)	0.57720599
Kurtosis	-1.2
Mean	1000.5
Median Absolute Deviation (MAD)	500
Skewness	0
Sum	2001000
Variance	333500
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.1%
1330	1	0.1%
1343	1	0.1%
1342	1	0.1%
1341	1	0.1%
1340	1	0.1%
1339	1	0.1%
1338	1	0.1%
1337	1	0.1%
1336	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%
10	1	0.1%

Value	Count	Frequency (%)
2000	1	0.1%
1999	1	0.1%
1998	1	0.1%
1997	1	0.1%
1996	1	0.1%
1995	1	0.1%
1994	1	0.1%
1993	1	0.1%
1992	1	0.1%
1991	1	0.1%

age
Real number (ℝ)

Distinct	53
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.326

Minimum	19
Maximum	75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	19
5-th percentile	22
Q1	27
median	33
Q3	42
95-th percentile	59
Maximum	75
Range	56
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.232756
Coefficient of variation (CV)	0.31797419
Kurtosis	0.64411663
Mean	35.326
Median Absolute Deviation (MAD)	7
Skewness	1.0351368
Sum	70652
Variance	126.17481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	110	5.5%
26	100	5.0%
23	95	4.8%
24	94	4.7%
31	88	4.4%
28	81	4.0%
36	80	4.0%
32	77	3.9%
30	76	3.8%
29	76	3.8%
Other values (43)	1123	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	5	0.2%
20	30	1.5%
21	28	1.4%
22	55	2.8%
23	95	4.8%
24	94	4.7%
25	74	3.7%
26	100	5.0%
27	110	5.5%
28	81	4.0%

Value	Count	Frequency (%)
75	3	0.1%
74	7	0.4%
70	3	0.1%
68	4	0.2%
67	8	0.4%
66	8	0.4%
65	10	0.5%
64	11	0.5%
63	14	0.7%
62	6	0.3%

checking_status
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

'no checking'	765
'<0'	584
'0<=X<200'	525
'>=200'	126

Length

Max length	13
Median length	10
Mean length	9.2065
Min length	4

Characters and Unicode

Total characters	18413
Distinct characters	16
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	'no checking'
2nd row	'no checking'
3rd row	'no checking'
4th row	'no checking'
5th row	'no checking'

Common Values

Value	Count	Frequency (%)
'no checking'	765	38.2%
'<0'	584	29.2%
'0<=X<200'	525	26.2%
'>=200'	126	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	765	27.7%
checking	765	27.7%
0	584	21.1%
0<=x<200	525	19.0%
200	126	4.6%

Most occurring characters

Value	Count	Frequency (%)
'	4000	21.7%
0	2411	13.1%
<	1634	8.9%
n	1530	8.3%
c	1530	8.3%
o	765	4.2%
	765	4.2%
h	765	4.2%
e	765	4.2%
k	765	4.2%
Other values (6)	3483	18.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7650	41.5%
Other Punctuation	4000	21.7%
Decimal Number	3062	16.6%
Math Symbol	2411	13.1%
Space Separator	765	4.2%
Uppercase Letter	525	2.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	1530	20.0%
c	1530	20.0%
o	765	10.0%
h	765	10.0%
e	765	10.0%
k	765	10.0%
i	765	10.0%
g	765	10.0%

Math Symbol

Value	Count	Frequency (%)
<	1634	67.8%
=	651	27.0%
>	126	5.2%

Decimal Number

Value	Count	Frequency (%)
0	2411	78.7%
2	651	21.3%

Other Punctuation

Value	Count	Frequency (%)
'	4000	100.0%

Space Separator

Value	Count	Frequency (%)
	765	100.0%

Uppercase Letter

Value	Count	Frequency (%)
X	525	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10238	55.6%
Latin	8175	44.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	1530	18.7%
c	1530	18.7%
o	765	9.4%
h	765	9.4%
e	765	9.4%
k	765	9.4%
i	765	9.4%
g	765	9.4%
X	525	6.4%

Common

Value	Count	Frequency (%)
'	4000	39.1%
0	2411	23.5%
<	1634	16.0%
	765	7.5%
=	651	6.4%
2	651	6.4%
>	126	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	4000	21.7%
0	2411	13.1%
<	1634	8.9%
n	1530	8.3%
c	1530	8.3%
o	765	4.2%
	765	4.2%
h	765	4.2%
e	765	4.2%
k	765	4.2%
Other values (6)	3483	18.9%

class
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

good	1382
bad	618

Length

Max length	4
Median length	4
Mean length	3.691
Min length	3

Characters and Unicode

Total characters	7382
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	good
2nd row	good
3rd row	good
4th row	good
5th row	good

Common Values

Value	Count	Frequency (%)
good	1382	69.1%
bad	618	30.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
good	1382	69.1%
bad	618	30.9%

Most occurring characters

Value	Count	Frequency (%)
o	2764	37.4%
d	2000	27.1%
g	1382	18.7%
b	618	8.4%
a	618	8.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7382	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	2764	37.4%
d	2000	27.1%
g	1382	18.7%
b	618	8.4%
a	618	8.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7382	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	2764	37.4%
d	2000	27.1%
g	1382	18.7%
b	618	8.4%
a	618	8.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7382	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	2764	37.4%
d	2000	27.1%
g	1382	18.7%
b	618	8.4%
a	618	8.4%

credit_amount
Real number (ℝ)

Distinct	1684
Distinct (%)	84.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3238.904

Minimum	250
Maximum	18412
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	250
5-th percentile	641.95
Q1	1370.5
median	2258
Q3	3990.75
95-th percentile	9066.25
Maximum	18412
Range	18162
Interquartile range (IQR)	2620.25

Descriptive statistics

Standard deviation	2809.6835
Coefficient of variation (CV)	0.86747971
Kurtosis	3.9635044
Mean	3238.904
Median Absolute Deviation (MAD)	1102
Skewness	1.8857482
Sum	6477808
Variance	7894321.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
250	15	0.8%
440	4	0.2%
1082	4	0.2%
1981	4	0.2%
1425	4	0.2%
1289	4	0.2%
2580	3	0.1%
2618	3	0.1%
2110	3	0.1%
784	3	0.1%
Other values (1674)	1953	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
250	15	0.8%
255	1	0.1%
266	1	0.1%
271	1	0.1%
280	1	0.1%
281	1	0.1%
291	1	0.1%
307	1	0.1%
314	1	0.1%
317	1	0.1%

Value	Count	Frequency (%)
18412	1	0.1%
18257	1	0.1%
16316	1	0.1%
15946	1	0.1%
15854	1	0.1%
15824	1	0.1%
15547	1	0.1%
15397	1	0.1%
14891	1	0.1%
14819	1	0.1%

credit_history
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

'existing paid'	1056
'critical/other existing credit'	593
'delayed previously'	176
'all paid'	99
'no credits/all paid'	76

Length

Max length	32
Median length	15
Mean length	20.461
Min length	10

Characters and Unicode

Total characters	40922
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	'existing paid'
2nd row	'delayed previously'
3rd row	'critical/other existing credit'
4th row	'delayed previously'
5th row	'existing paid'

Common Values

Value	Count	Frequency (%)
'existing paid'	1056	52.8%
'critical/other existing credit'	593	29.6%
'delayed previously'	176	8.8%
'all paid'	99	5.0%
'no credits/all paid'	76	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
existing	1649	35.3%
paid	1231	26.4%
critical/other	593	12.7%
credit	593	12.7%
delayed	176	3.8%
previously	176	3.8%
all	99	2.1%
no	76	1.6%
credits/all	76	1.6%

Most occurring characters

Value	Count	Frequency (%)
i	6560	16.0%
'	4000	9.8%
t	3504	8.6%
e	3439	8.4%
	2669	6.5%
d	2252	5.5%
a	2175	5.3%
r	2031	5.0%
s	1901	4.6%
c	1855	4.5%
Other values (11)	10536	25.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	33584	82.1%
Other Punctuation	4669	11.4%
Space Separator	2669	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	6560	19.5%
t	3504	10.4%
e	3439	10.2%
d	2252	6.7%
a	2175	6.5%
r	2031	6.0%
s	1901	5.7%
c	1855	5.5%
n	1725	5.1%
g	1649	4.9%
Other values (8)	6493	19.3%

Other Punctuation

Value	Count	Frequency (%)
'	4000	85.7%
/	669	14.3%

Space Separator

Value	Count	Frequency (%)
	2669	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	33584	82.1%
Common	7338	17.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	6560	19.5%
t	3504	10.4%
e	3439	10.2%
d	2252	6.7%
a	2175	6.5%
r	2031	6.0%
s	1901	5.7%
c	1855	5.5%
n	1725	5.1%
g	1649	4.9%
Other values (8)	6493	19.3%

Common

Value	Count	Frequency (%)
'	4000	54.5%
	2669	36.4%
/	669	9.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40922	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	6560	16.0%
'	4000	9.8%
t	3504	8.6%
e	3439	8.4%
	2669	6.5%
d	2252	5.5%
a	2175	5.3%
r	2031	5.0%
s	1901	4.6%
c	1855	4.5%
Other values (11)	10536	25.7%

duration
Real number (ℝ)

Distinct	33
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.7055

Minimum	4
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	12
median	18
Q3	24
95-th percentile	48
Maximum	72
Range	68
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	11.960531
Coefficient of variation (CV)	0.57764994
Kurtosis	0.94822467
Mean	20.7055
Median Absolute Deviation (MAD)	6
Skewness	1.0996627
Sum	41411
Variance	143.0543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
24	366	18.3%
12	362	18.1%
18	226	11.3%
36	166	8.3%
6	154	7.7%
15	128	6.4%
9	100	5.0%
48	97	4.9%
30	79	4.0%
21	60	3.0%
Other values (23)	262	13.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	14	0.7%
5	2	0.1%
6	154	7.7%
7	7	0.4%
8	15	0.8%
9	100	5.0%
10	58	2.9%
11	20	1.0%
12	362	18.1%
13	9	0.4%

Value	Count	Frequency (%)
72	2	0.1%
60	24	1.2%
54	3	0.1%
48	97	4.9%
47	1	0.1%
45	7	0.4%
42	22	1.1%
40	3	0.1%
39	6	0.3%
36	166	8.3%

employment
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

'1<=X<4'	694
'>=7'	478
'4<=X<7'	365
'<1'	342
unemployed	121

Length

Max length	10
Median length	8
Mean length	6.72
Min length	4

Characters and Unicode

Total characters	13440
Distinct characters	17
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	'>=7'
2nd row	'4<=X<7'
3rd row	'>=7'
4th row	'1<=X<4'
5th row	'4<=X<7'

Common Values

Value	Count	Frequency (%)
'1<=X<4'	694	34.7%
'>=7'	478	23.9%
'4<=X<7'	365	18.2%
'<1'	342	17.1%
unemployed	121	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1<=x<4	694	34.7%
7	478	23.9%
4<=x<7	365	18.2%
1	342	17.1%
unemployed	121	6.0%

Most occurring characters

Value	Count	Frequency (%)
'	3758	28.0%
<	2460	18.3%
=	1537	11.4%
X	1059	7.9%
4	1059	7.9%
1	1036	7.7%
7	843	6.3%
>	478	3.6%
e	242	1.8%
l	121	0.9%
Other values (7)	847	6.3%

Most occurring categories

Value	Count	Frequency (%)
Math Symbol	4475	33.3%
Other Punctuation	3758	28.0%
Decimal Number	2938	21.9%
Lowercase Letter	1210	9.0%
Uppercase Letter	1059	7.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	242	20.0%
l	121	10.0%
y	121	10.0%
o	121	10.0%
u	121	10.0%
p	121	10.0%
m	121	10.0%
n	121	10.0%
d	121	10.0%

Math Symbol

Value	Count	Frequency (%)
<	2460	55.0%
=	1537	34.3%
>	478	10.7%

Decimal Number

Value	Count	Frequency (%)
4	1059	36.0%
1	1036	35.3%
7	843	28.7%

Other Punctuation

Value	Count	Frequency (%)
'	3758	100.0%

Uppercase Letter

Value	Count	Frequency (%)
X	1059	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	11171	83.1%
Latin	2269	16.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
X	1059	46.7%
e	242	10.7%
l	121	5.3%
y	121	5.3%
o	121	5.3%
u	121	5.3%
p	121	5.3%
m	121	5.3%
n	121	5.3%
d	121	5.3%

Common

Value	Count	Frequency (%)
'	3758	33.6%
<	2460	22.0%
=	1537	13.8%
4	1059	9.5%
1	1036	9.3%
7	843	7.5%
>	478	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	3758	28.0%
<	2460	18.3%
=	1537	11.4%
X	1059	7.9%
4	1059	7.9%
1	1036	7.7%
7	843	6.3%
>	478	3.6%
e	242	1.8%
l	121	0.9%
Other values (7)	847	6.3%

existing_credits
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1253
2	672
3	63
4	12

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	1253	62.6%
2	672	33.6%
3	63	3.1%
4	12	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1253	62.6%
2	672	33.6%
3	63	3.1%
4	12	0.6%

Most occurring characters

Value	Count	Frequency (%)
1	1253	62.6%
2	672	33.6%
3	63	3.1%
4	12	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1253	62.6%
2	672	33.6%
3	63	3.1%
4	12	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1253	62.6%
2	672	33.6%
3	63	3.1%
4	12	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1253	62.6%
2	672	33.6%
3	63	3.1%
4	12	0.6%

feat01
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46380843

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.21958448
Q1	0.35930148
median	0.46202594
Q3	0.56625547
95-th percentile	0.71389551
Maximum	1
Range	1
Interquartile range (IQR)	0.20695399

Descriptive statistics

Standard deviation	0.15196741
Coefficient of variation (CV)	0.32765125
Kurtosis	-0.11673989
Mean	0.46380843
Median Absolute Deviation (MAD)	0.10361271
Skewness	0.10866473
Sum	927.61686
Variance	0.023094095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2398984278	1	0.1%
0.2953242772	1	0.1%
0.4860486759	1	0.1%
0.45615754	1	0.1%
0.5996993404	1	0.1%
0.4503090515	1	0.1%
0.3256915759	1	0.1%
0.4998882231	1	0.1%
0.4116441579	1	0.1%
0.7284594134	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.01303784679	1	0.1%
0.02577123511	1	0.1%
0.03571668804	1	0.1%
0.04762137859	1	0.1%
0.06034892084	1	0.1%
0.08160078391	1	0.1%
0.0912368217	1	0.1%
0.09212543608	1	0.1%
0.09386725769	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.9475428754	1	0.1%
0.9255986779	1	0.1%
0.9123538945	1	0.1%
0.9032285253	1	0.1%
0.8929741526	1	0.1%
0.8817804143	1	0.1%
0.8813787542	1	0.1%
0.8690458544	1	0.1%
0.8588361041	1	0.1%

feat02
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57660683

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.37670584
Q1	0.50845687
median	0.57965906
Q3	0.65324003
95-th percentile	0.76570688
Maximum	1
Range	1
Interquartile range (IQR)	0.14478316

Descriptive statistics

Standard deviation	0.11629093
Coefficient of variation (CV)	0.20168149
Kurtosis	0.88073334
Mean	0.57660683
Median Absolute Deviation (MAD)	0.0724858
Skewness	-0.31785322
Sum	1153.2137
Variance	0.013523579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6142302019	1	0.1%
0.5617704607	1	0.1%
0.915239038	1	0.1%
0.4846403118	1	0.1%
0.3978838968	1	0.1%
0.6175251976	1	0.1%
0.5379019504	1	0.1%
0.3557253858	1	0.1%
0.7182678736	1	0.1%
0.4505633814	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.07065612562	1	0.1%
0.128671487	1	0.1%
0.1354354399	1	0.1%
0.1391260955	1	0.1%
0.1456761813	1	0.1%
0.1657218849	1	0.1%
0.1808587005	1	0.1%
0.214097843	1	0.1%
0.2191159137	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.9803092994	1	0.1%
0.9225789963	1	0.1%
0.915239038	1	0.1%
0.8983802866	1	0.1%
0.8897000511	1	0.1%
0.8857042666	1	0.1%
0.8731498265	1	0.1%
0.8674734822	1	0.1%
0.8612673628	1	0.1%

feat03
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0362634

Minimum	0.092220848
Maximum	1.8410465
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.092220848
5-th percentile	0.50337588
Q1	0.78537352
median	1.0401109
Q3	1.2881796
95-th percentile	1.5517694
Maximum	1.8410465
Range	1.7488257
Interquartile range (IQR)	0.50280608

Descriptive statistics

Standard deviation	0.32766316
Coefficient of variation (CV)	0.3161968
Kurtosis	-0.65495837
Mean	1.0362634
Median Absolute Deviation (MAD)	0.25047039
Skewness	-0.081636236
Sum	2072.5267
Variance	0.10736315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.309658621	1	0.1%
0.9141307935	1	0.1%
0.6024412314	1	0.1%
0.8433159892	1	0.1%
0.750806052	1	0.1%
1.064716429	1	0.1%
1.46552358	1	0.1%
0.9713447508	1	0.1%
1.161073356	1	0.1%
1.49815327	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09222084757	1	0.1%
0.1102000459	1	0.1%
0.1195705855	1	0.1%
0.2308731058	1	0.1%
0.2352024594	1	0.1%
0.2421304017	1	0.1%
0.2481220301	1	0.1%
0.2488679834	1	0.1%
0.2498380404	1	0.1%
0.2501291486	1	0.1%

Value	Count	Frequency (%)
1.84104654	1	0.1%
1.820551743	1	0.1%
1.81863373	1	0.1%
1.786289997	1	0.1%
1.776601662	1	0.1%
1.768208552	1	0.1%
1.766911381	1	0.1%
1.76632784	1	0.1%
1.757625422	1	0.1%
1.749985058	1	0.1%

feat04
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98356392

Minimum	0.12481399
Maximum	1.8776639
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.12481399
5-th percentile	0.46846648
Q1	0.73626214
median	0.99070768
Q3	1.2314109
95-th percentile	1.487849
Maximum	1.8776639
Range	1.75285
Interquartile range (IQR)	0.49514879

Descriptive statistics

Standard deviation	0.32138874
Coefficient of variation (CV)	0.32675938
Kurtosis	-0.78185124
Mean	0.98356392
Median Absolute Deviation (MAD)	0.25019848
Skewness	-0.055675667
Sum	1967.1278
Variance	0.10329072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9764457258	1	0.1%
1.437547263	1	0.1%
1.318420991	1	0.1%
1.018432569	1	0.1%
1.326229483	1	0.1%
1.099438935	1	0.1%
1.19238331	1	0.1%
0.7946874808	1	0.1%
0.6352639852	1	0.1%
0.9948328081	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1248139871	1	0.1%
0.1463171125	1	0.1%
0.1897647828	1	0.1%
0.2006078398	1	0.1%
0.2010651066	1	0.1%
0.2367038524	1	0.1%
0.2460220052	1	0.1%
0.2473846713	1	0.1%
0.2607777121	1	0.1%
0.2613713767	1	0.1%

Value	Count	Frequency (%)
1.877663941	1	0.1%
1.799240539	1	0.1%
1.784405638	1	0.1%
1.748792312	1	0.1%
1.740584316	1	0.1%
1.682527802	1	0.1%
1.671119286	1	0.1%
1.669082043	1	0.1%
1.668377219	1	0.1%
1.652761714	1	0.1%

feat05
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98682419

Minimum	0.081459654
Maximum	1.8781879
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.081459654
5-th percentile	0.46174148
Q1	0.72837858
median	0.97899226
Q3	1.242919
95-th percentile	1.5351376
Maximum	1.8781879
Range	1.7967283
Interquartile range (IQR)	0.5145404

Descriptive statistics

Standard deviation	0.33473211
Coefficient of variation (CV)	0.33920136
Kurtosis	-0.70739714
Mean	0.98682419
Median Absolute Deviation (MAD)	0.25618023
Skewness	0.010293335
Sum	1973.6484
Variance	0.11204558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7099717159	1	0.1%
1.093334768	1	0.1%
0.9654023844	1	0.1%
0.6701074655	1	0.1%
1.544046191	1	0.1%
0.6893069911	1	0.1%
1.07426875	1	0.1%
0.931735424	1	0.1%
0.4810747262	1	0.1%
0.8449231847	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.08145965407	1	0.1%
0.1037076624	1	0.1%
0.1058619264	1	0.1%
0.1246123251	1	0.1%
0.1338336509	1	0.1%
0.1755747317	1	0.1%
0.1761897585	1	0.1%
0.1835692315	1	0.1%
0.1985862508	1	0.1%
0.2141448008	1	0.1%

Value	Count	Frequency (%)
1.878187934	1	0.1%
1.873369965	1	0.1%
1.773040175	1	0.1%
1.765111439	1	0.1%
1.760482142	1	0.1%
1.758384959	1	0.1%
1.758084732	1	0.1%
1.755375761	1	0.1%
1.750100523	1	0.1%
1.747165182	1	0.1%

feat06
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0169259

Minimum	0.16234566
Maximum	1.8433808
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.16234566
5-th percentile	0.49527726
Q1	0.76799539
median	1.0247149
Q3	1.263423
95-th percentile	1.5220678
Maximum	1.8433808
Range	1.6810351
Interquartile range (IQR)	0.49542765

Descriptive statistics

Standard deviation	0.32049382
Coefficient of variation (CV)	0.31515947
Kurtosis	-0.74669601
Mean	1.0169259
Median Absolute Deviation (MAD)	0.24957399
Skewness	-0.043081085
Sum	2033.8518
Variance	0.10271629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5697096285	1	0.1%
1.323234778	1	0.1%
1.249414149	1	0.1%
0.9147314151	1	0.1%
0.9503955334	1	0.1%
1.272661217	1	0.1%
1.31528423	1	0.1%
1.357362696	1	0.1%
1.162946247	1	0.1%
1.229982419	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.162345661	1	0.1%
0.1775384731	1	0.1%
0.2080852952	1	0.1%
0.2175219811	1	0.1%
0.2344850641	1	0.1%
0.2559564259	1	0.1%
0.2587082471	1	0.1%
0.2608127729	1	0.1%
0.2619666619	1	0.1%
0.2696971823	1	0.1%

Value	Count	Frequency (%)
1.843380806	1	0.1%
1.79723531	1	0.1%
1.781262729	1	0.1%
1.767118688	1	0.1%
1.764654933	1	0.1%
1.750193221	1	0.1%
1.747027309	1	0.1%
1.739690189	1	0.1%
1.723407031	1	0.1%
1.701963076	1	0.1%

feat07
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97558017

Minimum	0.10901861
Maximum	1.8088549
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.10901861
5-th percentile	0.4501102
Q1	0.71586471
median	0.97861019
Q3	1.2337301
95-th percentile	1.4930485
Maximum	1.8088549
Range	1.6998363
Interquartile range (IQR)	0.51786535

Descriptive statistics

Standard deviation	0.32907026
Coefficient of variation (CV)	0.33730724
Kurtosis	-0.75460802
Mean	0.97558017
Median Absolute Deviation (MAD)	0.25808476
Skewness	0.001021948
Sum	1951.1603
Variance	0.10828723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9508351096	1	0.1%
0.7390934747	1	0.1%
1.718746312	1	0.1%
1.045999774	1	0.1%
1.030333539	1	0.1%
1.187348207	1	0.1%
0.9535704999	1	0.1%
1.630964703	1	0.1%
0.9068550023	1	0.1%
0.6225975465	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1090186149	1	0.1%
0.1406046886	1	0.1%
0.1865862602	1	0.1%
0.2060372116	1	0.1%
0.2166989075	1	0.1%
0.2198584608	1	0.1%
0.2287012131	1	0.1%
0.2401029731	1	0.1%
0.2426106374	1	0.1%
0.2497997504	1	0.1%

Value	Count	Frequency (%)
1.808854866	1	0.1%
1.796121509	1	0.1%
1.788255529	1	0.1%
1.764542335	1	0.1%
1.761704114	1	0.1%
1.747396812	1	0.1%
1.740450025	1	0.1%
1.734727301	1	0.1%
1.733844591	1	0.1%
1.73042806	1	0.1%

feat08
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0148103

Minimum	0.1014964
Maximum	1.8176515
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.1014964
5-th percentile	0.5004645
Q1	0.76173397
median	1.0161181
Q3	1.2605098
95-th percentile	1.5323617
Maximum	1.8176515
Range	1.716155
Interquartile range (IQR)	0.49877581

Descriptive statistics

Standard deviation	0.32048267
Coefficient of variation (CV)	0.3158055
Kurtosis	-0.73665607
Mean	1.0148103
Median Absolute Deviation (MAD)	0.25039096
Skewness	-0.00020516267
Sum	2029.6206
Variance	0.10270914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5814581661	1	0.1%
1.005689318	1	0.1%
1.106400368	1	0.1%
1.351283482	1	0.1%
1.283614183	1	0.1%
1.195009648	1	0.1%
1.085618271	1	0.1%
1.245496205	1	0.1%
1.100557673	1	0.1%
1.02512063	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1014964018	1	0.1%
0.1796227233	1	0.1%
0.2305087229	1	0.1%
0.2389526753	1	0.1%
0.2518917234	1	0.1%
0.252605619	1	0.1%
0.2656711154	1	0.1%
0.2738333656	1	0.1%
0.2759850812	1	0.1%
0.2785597736	1	0.1%

Value	Count	Frequency (%)
1.81765145	1	0.1%
1.815153158	1	0.1%
1.781565706	1	0.1%
1.750064255	1	0.1%
1.73681281	1	0.1%
1.731686279	1	0.1%
1.708982969	1	0.1%
1.704882956	1	0.1%
1.703995246	1	0.1%
1.702876312	1	0.1%

feat09
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98300027

Minimum	0.14762559
Maximum	1.9575205
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.14762559
5-th percentile	0.46215155
Q1	0.72939323
median	0.98232479
Q3	1.2388684
95-th percentile	1.4986618
Maximum	1.9575205
Range	1.8098949
Interquartile range (IQR)	0.50947516

Descriptive statistics

Standard deviation	0.32329693
Coefficient of variation (CV)	0.32888794
Kurtosis	-0.74965397
Mean	0.98300027
Median Absolute Deviation (MAD)	0.25442091
Skewness	0.0038846067
Sum	1966.0005
Variance	0.1045209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7804830712	1	0.1%
0.6750215028	1	0.1%
0.6437708266	1	0.1%
1.369157003	1	0.1%
1.102114554	1	0.1%
0.994823918	1	0.1%
1.020888845	1	0.1%
1.362078951	1	0.1%
0.6630857657	1	0.1%
0.495098946	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1476255899	1	0.1%
0.1701565356	1	0.1%
0.1793598737	1	0.1%
0.1841430741	1	0.1%
0.1958970806	1	0.1%
0.1980614381	1	0.1%
0.2274805217	1	0.1%
0.2276228134	1	0.1%
0.255110882	1	0.1%
0.2606577808	1	0.1%

Value	Count	Frequency (%)
1.957520539	1	0.1%
1.77860816	1	0.1%
1.72978283	1	0.1%
1.721810834	1	0.1%
1.718660003	1	0.1%
1.718353369	1	0.1%
1.714843135	1	0.1%
1.714066814	1	0.1%
1.703434196	1	0.1%
1.6958625	1	0.1%

feat10
Real number (ℝ)

UNIQUE

Distinct	2000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5054663

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.26138515
Q1	0.40767553
median	0.50575331
Q3	0.60072289
95-th percentile	0.73849414
Maximum	1
Range	1
Interquartile range (IQR)	0.19304737

Descriptive statistics

Standard deviation	0.14513357
Coefficient of variation (CV)	0.28712808
Kurtosis	0.1447056
Mean	0.5054663
Median Absolute Deviation (MAD)	0.096758469
Skewness	0.011502807
Sum	1010.9326
Variance	0.021063753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.483015696	1	0.1%
0.2563189799	1	0.1%
0.6063909164	1	0.1%
0.4509566908	1	0.1%
0.8044699298	1	0.1%
0.7525056404	1	0.1%
0.3776318794	1	0.1%
0.6526625646	1	0.1%
0.4405957064	1	0.1%
0.5516968308	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.01755914126	1	0.1%
0.02869647038	1	0.1%
0.08773995037	1	0.1%
0.09091151016	1	0.1%
0.09255494225	1	0.1%
0.1162187482	1	0.1%
0.1336508328	1	0.1%
0.1347043418	1	0.1%
0.1347076462	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.9621882888	1	0.1%
0.9562910225	1	0.1%
0.9486153634	1	0.1%
0.9485468191	1	0.1%
0.9291979016	1	0.1%
0.9234644965	1	0.1%
0.9228921468	1	0.1%
0.917108482	1	0.1%
0.9136572644	1	0.1%

foreign_worker
Boolean

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.1 KiB

True	1924
False	76

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	1924	96.2%
False	76	3.8%

housing
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

own	1444
rent	346
'for free'	210

Length

Max length	10
Median length	3
Mean length	3.908
Min length	3

Characters and Unicode

Total characters	7816
Distinct characters	9
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	own
2nd row	own
3rd row	own
4th row	own
5th row	own

Common Values

Value	Count	Frequency (%)
own	1444	72.2%
rent	346	17.3%
'for free'	210	10.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
own	1444	65.3%
rent	346	15.7%
for	210	9.5%
free	210	9.5%

Most occurring characters

Value	Count	Frequency (%)
n	1790	22.9%
o	1654	21.2%
w	1444	18.5%
r	766	9.8%
e	766	9.8%
'	420	5.4%
f	420	5.4%
t	346	4.4%
	210	2.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7186	91.9%
Other Punctuation	420	5.4%
Space Separator	210	2.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	1790	24.9%
o	1654	23.0%
w	1444	20.1%
r	766	10.7%
e	766	10.7%
f	420	5.8%
t	346	4.8%

Other Punctuation

Value	Count	Frequency (%)
'	420	100.0%

Space Separator

Value	Count	Frequency (%)
	210	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7186	91.9%
Common	630	8.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	1790	24.9%
o	1654	23.0%
w	1444	20.1%
r	766	10.7%
e	766	10.7%
f	420	5.8%
t	346	4.8%

Common

Value	Count	Frequency (%)
'	420	66.7%
	210	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7816	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	1790	22.9%
o	1654	21.2%
w	1444	18.5%
r	766	9.8%
e	766	9.8%
'	420	5.4%
f	420	5.4%
t	346	4.4%
	210	2.7%

installment_commitment
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

4	978
2	455
3	304
1	263

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	3
3rd row	3
4th row	4
5th row	2

Common Values

Value	Count	Frequency (%)
4	978	48.9%
2	455	22.8%
3	304	15.2%
1	263	13.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	978	48.9%
2	455	22.8%
3	304	15.2%
1	263	13.2%

Most occurring characters

Value	Count	Frequency (%)
4	978	48.9%
2	455	22.8%
3	304	15.2%
1	263	13.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	978	48.9%
2	455	22.8%
3	304	15.2%
1	263	13.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	978	48.9%
2	455	22.8%
3	304	15.2%
1	263	13.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	978	48.9%
2	455	22.8%
3	304	15.2%
1	263	13.2%

job
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

skilled	1258
'unskilled resident'	411
'high qualif/self emp/mgmt'	291
'unemp/unskilled non res'	40

Length

Max length	27
Median length	7
Mean length	12.9415
Min length	7

Characters and Unicode

Total characters	25883
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	skilled
2nd row	skilled
3rd row	'unskilled resident'
4th row	skilled
5th row	skilled

Common Values

Value	Count	Frequency (%)
skilled	1258	62.9%
'unskilled resident'	411	20.5%
'high qualif/self emp/mgmt'	291	14.5%
'unemp/unskilled non res'	40	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
skilled	1258	40.9%
unskilled	411	13.4%
resident	411	13.4%
high	291	9.5%
qualif/self	291	9.5%
emp/mgmt	291	9.5%
unemp/unskilled	40	1.3%
non	40	1.3%
res	40	1.3%

Most occurring characters

Value	Count	Frequency (%)
l	4000	15.5%
e	3193	12.3%
i	2702	10.4%
s	2451	9.5%
d	2120	8.2%
k	1709	6.6%
'	1484	5.7%
	1073	4.1%
n	982	3.8%
m	913	3.5%
Other values (11)	5256	20.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	22704	87.7%
Other Punctuation	2106	8.1%
Space Separator	1073	4.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	4000	17.6%
e	3193	14.1%
i	2702	11.9%
s	2451	10.8%
d	2120	9.3%
k	1709	7.5%
n	982	4.3%
m	913	4.0%
u	782	3.4%
t	702	3.1%
Other values (8)	3150	13.9%

Other Punctuation

Value	Count	Frequency (%)
'	1484	70.5%
/	622	29.5%

Space Separator

Value	Count	Frequency (%)
	1073	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22704	87.7%
Common	3179	12.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	4000	17.6%
e	3193	14.1%
i	2702	11.9%
s	2451	10.8%
d	2120	9.3%
k	1709	7.5%
n	982	4.3%
m	913	4.0%
u	782	3.4%
t	702	3.1%
Other values (8)	3150	13.9%

Common

Value	Count	Frequency (%)
'	1484	46.7%
	1073	33.8%
/	622	19.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25883	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	4000	15.5%
e	3193	12.3%
i	2702	10.4%
s	2451	9.5%
d	2120	8.2%
k	1709	6.6%
'	1484	5.7%
	1073	4.1%
n	982	3.8%
m	913	3.5%
Other values (11)	5256	20.3%

num_dependents
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

1	1694
2	306

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1694	84.7%
2	306	15.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1694	84.7%
2	306	15.3%

Most occurring characters

Value	Count	Frequency (%)
1	1694	84.7%
2	306	15.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1694	84.7%
2	306	15.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1694	84.7%
2	306	15.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1694	84.7%
2	306	15.3%

other_parties
Categorical

IMBALANCE

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

none	1818
guarantor	104
'co applicant'	78

Length

Max length	14
Median length	4
Mean length	4.65
Min length	4

Characters and Unicode

Total characters	9300
Distinct characters	14
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	1818	90.9%
guarantor	104	5.2%
'co applicant'	78	3.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	1818	87.5%
guarantor	104	5.0%
co	78	3.8%
applicant	78	3.8%

Most occurring characters

Value	Count	Frequency (%)
n	3818	41.1%
o	2000	21.5%
e	1818	19.5%
a	364	3.9%
r	208	2.2%
t	182	2.0%
'	156	1.7%
c	156	1.7%
p	156	1.7%
g	104	1.1%
Other values (4)	338	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9066	97.5%
Other Punctuation	156	1.7%
Space Separator	78	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	3818	42.1%
o	2000	22.1%
e	1818	20.1%
a	364	4.0%
r	208	2.3%
t	182	2.0%
c	156	1.7%
p	156	1.7%
g	104	1.1%
u	104	1.1%
Other values (2)	156	1.7%

Other Punctuation

Value	Count	Frequency (%)
'	156	100.0%

Space Separator

Value	Count	Frequency (%)
	78	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9066	97.5%
Common	234	2.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	3818	42.1%
o	2000	22.1%
e	1818	20.1%
a	364	4.0%
r	208	2.3%
t	182	2.0%
c	156	1.7%
p	156	1.7%
g	104	1.1%
u	104	1.1%
Other values (2)	156	1.7%

Common

Value	Count	Frequency (%)
'	156	66.7%
	78	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9300	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	3818	41.1%
o	2000	21.5%
e	1818	19.5%
a	364	3.9%
r	208	2.2%
t	182	2.0%
'	156	1.7%
c	156	1.7%
p	156	1.7%
g	104	1.1%
Other values (4)	338	3.6%

other_payment_plans
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

none	1634
bank	267
stores	99

Length

Max length	6
Median length	4
Mean length	4.099
Min length	4

Characters and Unicode

Total characters	8198
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	1634	81.7%
bank	267	13.4%
stores	99	5.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	1634	81.7%
bank	267	13.4%
stores	99	5.0%

Most occurring characters

Value	Count	Frequency (%)
n	3535	43.1%
o	1733	21.1%
e	1733	21.1%
b	267	3.3%
a	267	3.3%
k	267	3.3%
s	198	2.4%
t	99	1.2%
r	99	1.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8198	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	3535	43.1%
o	1733	21.1%
e	1733	21.1%
b	267	3.3%
a	267	3.3%
k	267	3.3%
s	198	2.4%
t	99	1.2%
r	99	1.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8198	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	3535	43.1%
o	1733	21.1%
e	1733	21.1%
b	267	3.3%
a	267	3.3%
k	267	3.3%
s	198	2.4%
t	99	1.2%
r	99	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8198	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	3535	43.1%
o	1733	21.1%
e	1733	21.1%
b	267	3.3%
a	267	3.3%
k	267	3.3%
s	198	2.4%
t	99	1.2%
r	99	1.2%

own_telephone
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

none	1174
yes	826

Length

Max length	4
Median length	4
Mean length	3.587
Min length	3

Characters and Unicode

Total characters	7174
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	yes

Common Values

Value	Count	Frequency (%)
none	1174	58.7%
yes	826	41.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	1174	58.7%
yes	826	41.3%

Most occurring characters

Value	Count	Frequency (%)
n	2348	32.7%
e	2000	27.9%
o	1174	16.4%
y	826	11.5%
s	826	11.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7174	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	2348	32.7%
e	2000	27.9%
o	1174	16.4%
y	826	11.5%
s	826	11.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7174	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	2348	32.7%
e	2000	27.9%
o	1174	16.4%
y	826	11.5%
s	826	11.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7174	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	2348	32.7%
e	2000	27.9%
o	1174	16.4%
y	826	11.5%
s	826	11.5%

personal_status
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

'male single'	1065
'female div/dep/mar'	649
'male mar/wid'	181
'male div/sep'	105

Length

Max length	20
Median length	13
Mean length	15.4145
Min length	13

Characters and Unicode

Total characters	30829
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	'male single'
2nd row	'female div/dep/mar'
3rd row	'male single'
4th row	'female div/dep/mar'
5th row	'female div/dep/mar'

Common Values

Value	Count	Frequency (%)
'male single'	1065	53.2%
'female div/dep/mar'	649	32.5%
'male mar/wid'	181	9.0%
'male div/sep'	105	5.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	1351	33.8%
single	1065	26.6%
female	649	16.2%
div/dep/mar	649	16.2%
mar/wid	181	4.5%
div/sep	105	2.6%

Most occurring characters

Value	Count	Frequency (%)
e	4468	14.5%
'	4000	13.0%
l	3065	9.9%
a	2830	9.2%
m	2830	9.2%
	2000	6.5%
i	2000	6.5%
d	1584	5.1%
/	1584	5.1%
s	1170	3.8%
Other values (7)	5298	17.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	23245	75.4%
Other Punctuation	5584	18.1%
Space Separator	2000	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	4468	19.2%
l	3065	13.2%
a	2830	12.2%
m	2830	12.2%
i	2000	8.6%
d	1584	6.8%
s	1170	5.0%
n	1065	4.6%
g	1065	4.6%
r	830	3.6%
Other values (4)	2338	10.1%

Other Punctuation

Value	Count	Frequency (%)
'	4000	71.6%
/	1584	28.4%

Space Separator

Value	Count	Frequency (%)
	2000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23245	75.4%
Common	7584	24.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	4468	19.2%
l	3065	13.2%
a	2830	12.2%
m	2830	12.2%
i	2000	8.6%
d	1584	6.8%
s	1170	5.0%
n	1065	4.6%
g	1065	4.6%
r	830	3.6%
Other values (4)	2338	10.1%

Common

Value	Count	Frequency (%)
'	4000	52.7%
	2000	26.4%
/	1584	20.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30829	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	4468	14.5%
'	4000	13.0%
l	3065	9.9%
a	2830	9.2%
m	2830	9.2%
	2000	6.5%
i	2000	6.5%
d	1584	5.1%
/	1584	5.1%
s	1170	3.8%
Other values (7)	5298	17.2%

property_magnitude
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

car	668
'real estate'	561
'life insurance'	462
'no known property'	309

Length

Max length	19
Median length	16
Mean length	11.28
Min length	3

Characters and Unicode

Total characters	22560
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	'real estate'
2nd row	'life insurance'
3rd row	'real estate'
4th row	'real estate'
5th row	'real estate'

Common Values

Value	Count	Frequency (%)
car	668	33.4%
'real estate'	561	28.1%
'life insurance'	462	23.1%
'no known property'	309	15.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
car	668	18.3%
real	561	15.4%
estate	561	15.4%
life	462	12.7%
insurance	462	12.7%
no	309	8.5%
known	309	8.5%
property	309	8.5%

Most occurring characters

Value	Count	Frequency (%)
e	2916	12.9%
'	2664	11.8%
r	2309	10.2%
a	2252	10.0%
n	1851	8.2%
	1641	7.3%
t	1431	6.3%
c	1130	5.0%
l	1023	4.5%
s	1023	4.5%
Other values (8)	4320	19.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18255	80.9%
Other Punctuation	2664	11.8%
Space Separator	1641	7.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2916	16.0%
r	2309	12.6%
a	2252	12.3%
n	1851	10.1%
t	1431	7.8%
c	1130	6.2%
l	1023	5.6%
s	1023	5.6%
o	927	5.1%
i	924	5.1%
Other values (6)	2469	13.5%

Other Punctuation

Value	Count	Frequency (%)
'	2664	100.0%

Space Separator

Value	Count	Frequency (%)
	1641	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18255	80.9%
Common	4305	19.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2916	16.0%
r	2309	12.6%
a	2252	12.3%
n	1851	10.1%
t	1431	7.8%
c	1130	6.2%
l	1023	5.6%
s	1023	5.6%
o	927	5.1%
i	924	5.1%
Other values (6)	2469	13.5%

Common

Value	Count	Frequency (%)
'	2664	61.9%
	1641	38.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22560	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2916	12.9%
'	2664	11.8%
r	2309	10.2%
a	2252	10.0%
n	1851	8.2%
	1641	7.3%
t	1431	6.3%
c	1130	5.0%
l	1023	4.5%
s	1023	4.5%
Other values (8)	4320	19.1%

purpose
Categorical

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

radio/tv	563
'new car'	466
furniture/equipment	356
business	211
'used car'	183
Other values (5)	221

Length

Max length	20
Median length	19
Mean length	10.5635
Min length	5

Characters and Unicode

Total characters	21127
Distinct characters	24
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	furniture/equipment
2nd row	furniture/equipment
3rd row	'new car'
4th row	radio/tv
5th row	radio/tv

Common Values

Value	Count	Frequency (%)
radio/tv	563	28.1%
'new car'	466	23.3%
furniture/equipment	356	17.8%
business	211	10.5%
'used car'	183	9.2%
education	95	4.8%
repairs	51	2.5%
'domestic appliance'	31	1.6%
other	25	1.2%
retraining	19	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
car	649	24.2%
radio/tv	563	21.0%
new	466	17.4%
furniture/equipment	356	13.3%
business	211	7.9%
used	183	6.8%
education	95	3.5%
repairs	51	1.9%
domestic	31	1.2%
appliance	31	1.2%
Other values (2)	44	1.6%

Most occurring characters

Value	Count	Frequency (%)
e	2180	10.3%
r	2089	9.9%
i	1732	8.2%
u	1557	7.4%
n	1553	7.4%
t	1445	6.8%
a	1439	6.8%
'	1360	6.4%
/	919	4.3%
s	898	4.3%
Other values (14)	5955	28.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18168	86.0%
Other Punctuation	2279	10.8%
Space Separator	680	3.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2180	12.0%
r	2089	11.5%
i	1732	9.5%
u	1557	8.6%
n	1553	8.5%
t	1445	8.0%
a	1439	7.9%
s	898	4.9%
d	872	4.8%
c	806	4.4%
Other values (11)	3597	19.8%

Other Punctuation

Value	Count	Frequency (%)
'	1360	59.7%
/	919	40.3%

Space Separator

Value	Count	Frequency (%)
	680	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18168	86.0%
Common	2959	14.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2180	12.0%
r	2089	11.5%
i	1732	9.5%
u	1557	8.6%
n	1553	8.5%
t	1445	8.0%
a	1439	7.9%
s	898	4.9%
d	872	4.8%
c	806	4.4%
Other values (11)	3597	19.8%

Common

Value	Count	Frequency (%)
'	1360	46.0%
/	919	31.1%
	680	23.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21127	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2180	10.3%
r	2089	9.9%
i	1732	8.2%
u	1557	7.4%
n	1553	7.4%
t	1445	6.8%
a	1439	6.8%
'	1360	6.4%
/	919	4.3%
s	898	4.3%
Other values (14)	5955	28.2%

residence_since
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

4	818
2	617
3	289
1	276

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	818	40.9%
2	617	30.9%
3	289	14.4%
1	276	13.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	818	40.9%
2	617	30.9%
3	289	14.4%
1	276	13.8%

Most occurring characters

Value	Count	Frequency (%)
4	818	40.9%
2	617	30.9%
3	289	14.4%
1	276	13.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	818	40.9%
2	617	30.9%
3	289	14.4%
1	276	13.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	2000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	818	40.9%
2	617	30.9%
3	289	14.4%
1	276	13.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	818	40.9%
2	617	30.9%
3	289	14.4%
1	276	13.8%

savings_status
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

'<100'	1213
'no known savings'	357
'100<=X<500'	203
'500<=X<1000'	134
'>=1000'	93

Length

Max length	18
Median length	6
Mean length	9.313
Min length	6

Characters and Unicode

Total characters	18626
Distinct characters	18
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	'<100'
2nd row	'>=1000'
3rd row	'<100'
4th row	'<100'
5th row	'100<=X<500'

Common Values

Value	Count	Frequency (%)
'<100'	1213	60.7%
'no known savings'	357	17.8%
'100<=X<500'	203	10.2%
'500<=X<1000'	134	6.7%
'>=1000'	93	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100	1213	44.7%
no	357	13.2%
known	357	13.2%
savings	357	13.2%
100<=x<500	203	7.5%
500<=x<1000	134	4.9%
1000	93	3.4%

Most occurring characters

Value	Count	Frequency (%)
0	4187	22.5%
'	4000	21.5%
<	1887	10.1%
1	1643	8.8%
n	1428	7.7%
	714	3.8%
s	714	3.8%
o	714	3.8%
=	430	2.3%
k	357	1.9%
Other values (8)	2552	13.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6167	33.1%
Lowercase Letter	4998	26.8%
Other Punctuation	4000	21.5%
Math Symbol	2410	12.9%
Space Separator	714	3.8%
Uppercase Letter	337	1.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	1428	28.6%
s	714	14.3%
o	714	14.3%
k	357	7.1%
w	357	7.1%
a	357	7.1%
v	357	7.1%
i	357	7.1%
g	357	7.1%

Decimal Number

Value	Count	Frequency (%)
0	4187	67.9%
1	1643	26.6%
5	337	5.5%

Math Symbol

Value	Count	Frequency (%)
<	1887	78.3%
=	430	17.8%
>	93	3.9%

Other Punctuation

Value	Count	Frequency (%)
'	4000	100.0%

Space Separator

Value	Count	Frequency (%)
	714	100.0%

Uppercase Letter

Value	Count	Frequency (%)
X	337	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13291	71.4%
Latin	5335	28.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	1428	26.8%
s	714	13.4%
o	714	13.4%
k	357	6.7%
w	357	6.7%
a	357	6.7%
v	357	6.7%
i	357	6.7%
g	357	6.7%
X	337	6.3%

Common

Value	Count	Frequency (%)
0	4187	31.5%
'	4000	30.1%
<	1887	14.2%
1	1643	12.4%
	714	5.4%
=	430	3.2%
5	337	2.5%
>	93	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18626	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4187	22.5%
'	4000	21.5%
<	1887	10.1%
1	1643	8.8%
n	1428	7.7%
	714	3.8%
s	714	3.8%
o	714	3.8%
=	430	2.3%
k	357	1.9%
Other values (8)	2552	13.7%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	age	checking_status	class	credit_amount	credit_history	duration	employment	existing_credits	feat01	feat02	feat03	feat04	feat05	feat06	feat07	feat08	feat09	feat10	foreign_worker	housing	installment_commitment	job	num_dependents	other_parties	other_payment_plans	own_telephone	personal_status	property_magnitude	purpose	residence_since	savings_status
0	1	50	'no checking'	good	2319	'existing paid'	21	'>=7'	2	0.239898	0.614230	1.309659	0.976446	0.709972	0.569710	0.950835	0.581458	0.780483	0.483016	yes	own	4	skilled	1	none	none	none	'male single'	'real estate'	furniture/equipment	2	'<100'
1	2	30	'no checking'	good	1163	'delayed previously'	15	'4<=X<7'	2	0.521139	0.790472	1.452737	1.200229	1.202883	0.957488	0.514971	1.179969	1.138019	0.327573	yes	own	3	skilled	1	none	none	none	'female div/dep/mar'	'life insurance'	furniture/equipment	2	'>=1000'
2	3	32	'no checking'	good	1502	'critical/other existing credit'	10	'>=7'	2	0.286838	0.541756	0.957340	0.855904	0.544296	1.140319	1.038906	1.497293	1.130536	0.481874	no	own	3	'unskilled resident'	2	none	none	none	'male single'	'real estate'	'new car'	4	'<100'
3	4	34	'no checking'	good	4436	'delayed previously'	36	'1<=X<4'	2	0.430937	0.531140	0.941830	1.163647	1.170490	1.339195	0.979320	0.532072	1.084628	0.630284	yes	own	4	skilled	1	none	none	none	'female div/dep/mar'	'real estate'	radio/tv	4	'<100'
4	5	21	'no checking'	good	10155	'existing paid'	60	'4<=X<7'	1	0.439643	0.602667	1.108556	0.763794	1.025325	0.633543	0.845510	1.039955	1.256199	0.518012	yes	own	2	skilled	1	none	none	yes	'female div/dep/mar'	'real estate'	radio/tv	4	'100<=X<500'
5	6	25	'no checking'	good	3413	'existing paid'	24	'<1'	2	0.429684	0.586526	0.633763	1.035822	0.660274	0.792228	0.951895	1.334639	0.768894	0.401252	yes	own	4	skilled	1	none	none	none	'male single'	car	radio/tv	2	'no known savings'
6	7	36	'0<=X<200'	good	2235	'existing paid'	24	'>=7'	1	0.338625	0.584341	0.691584	1.198905	1.430205	0.716409	1.110204	1.547122	1.409425	0.632783	yes	'for free'	4	skilled	1	none	bank	yes	'male single'	'no known property'	'used car'	4	'no known savings'
7	8	25	'<0'	good	3555	'existing paid'	18	'4<=X<7'	1	0.633844	0.493861	1.161881	1.396779	1.508145	0.439002	0.544152	0.579732	1.151994	0.407196	yes	own	4	skilled	1	guarantor	none	none	'female div/dep/mar'	'real estate'	radio/tv	1	'<100'
8	9	21	'no checking'	good	1805	'existing paid'	6	'1<=X<4'	1	0.601777	0.467686	1.109313	1.242805	1.206597	0.975847	1.255188	1.527651	1.352436	0.610364	yes	rent	1	skilled	1	none	none	none	'male mar/wid'	'life insurance'	furniture/equipment	2	'<100'
9	10	36	'0<=X<200'	good	2756	'critical/other existing credit'	36	'>=7'	1	0.552575	0.569347	1.129418	0.357105	1.547772	1.404249	0.843165	1.317188	0.967642	0.487436	yes	own	4	skilled	1	none	none	none	'male single'	'real estate'	radio/tv	4	'<100'

	id	age	checking_status	class	credit_amount	credit_history	duration	employment	existing_credits	feat01	feat02	feat03	feat04	feat05	feat06	feat07	feat08	feat09	feat10	foreign_worker	housing	installment_commitment	job	num_dependents	other_parties	other_payment_plans	own_telephone	personal_status	property_magnitude	purpose	residence_since	savings_status
1990	1991	37	'no checking'	good	2987	'critical/other existing credit'	4	'4<=X<7'	1	0.603080	0.535283	0.871507	1.319105	0.249768	1.418624	0.698511	0.977654	0.979041	0.445986	yes	own	1	skilled	2	none	none	none	'female div/dep/mar'	'real estate'	'new car'	1	'<100'
1991	1992	38	'no checking'	good	1041	'critical/other existing credit'	12	unemployed	1	0.330075	0.548886	0.607944	1.073728	0.667739	1.604560	0.566747	1.128315	0.940773	0.556918	yes	own	1	'unemp/unskilled non res'	1	none	none	none	'female div/dep/mar'	'life insurance'	'new car'	2	'<100'
1992	1993	36	'no checking'	good	3143	'existing paid'	36	'1<=X<4'	1	0.780744	0.616969	1.083461	0.666149	1.257762	1.525378	0.456949	1.305849	0.488896	0.574030	yes	own	4	skilled	1	none	none	none	'male single'	'real estate'	'new car'	4	'no known savings'
1993	1994	32	'0<=X<200'	good	6369	'existing paid'	12	'4<=X<7'	1	0.480246	0.792733	0.604115	1.293010	0.943512	0.977109	0.846810	1.327557	0.471408	0.540818	yes	own	2	skilled	1	none	none	none	'male single'	car	'new car'	2	'<100'
1994	1995	34	'0<=X<200'	good	3070	'critical/other existing credit'	24	'4<=X<7'	2	0.225914	0.593408	1.041295	1.140428	1.027678	0.851480	0.826904	1.211814	0.899365	0.652175	yes	own	4	skilled	2	none	none	yes	'male single'	'no known property'	business	3	'no known savings'
1995	1996	30	'0<=X<200'	good	1743	'existing paid'	6	'<1'	1	0.353228	0.462341	1.220412	1.293362	1.230140	0.966704	0.755107	1.134505	0.802961	0.587993	yes	rent	4	'high qualif/self emp/mgmt'	1	none	none	yes	'male mar/wid'	car	radio/tv	3	'<100'
1996	1997	24	'<0'	bad	2994	'existing paid'	18	'1<=X<4'	1	0.644627	0.543670	1.042481	0.843688	1.276910	0.701436	1.054715	1.354913	1.208314	0.728793	yes	own	2	skilled	1	none	none	none	'female div/dep/mar'	'real estate'	radio/tv	2	'<100'
1997	1998	26	'no checking'	good	1255	'existing paid'	12	'1<=X<4'	1	0.597782	0.590675	1.227255	0.958295	1.352260	1.366599	1.003674	1.131058	1.237568	0.542453	no	own	2	skilled	1	none	none	yes	'male mar/wid'	'real estate'	business	2	'<100'
1998	1999	39	'no checking'	good	1637	'existing paid'	12	'>=7'	1	0.462609	0.519158	0.620429	0.574631	1.215588	0.817983	0.640342	1.183838	0.753062	0.281654	yes	own	4	'high qualif/self emp/mgmt'	1	none	none	yes	'male single'	car	'new car'	4	'<100'
1999	2000	55	'no checking'	good	1439	'existing paid'	12	'4<=X<7'	1	0.506794	0.470218	0.850547	0.795268	0.951419	0.749332	0.735016	1.120562	1.373723	0.615641	no	own	3	skilled	1	none	none	none	'male single'	'life insurance'	'used car'	2	'>=1000'

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Math Symbol

Decimal Number

Other Punctuation

Space Separator

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Math Symbol

Decimal Number

Other Punctuation

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block